{
 "cells": [
  {
   "cell_type": "code",
   "execution_count": 514,
   "metadata": {},
   "outputs": [],
   "source": [
    "from sklearn import cluster\n",
    "import networkx as nx\n",
    "from collections import defaultdict\n",
    "import matplotlib.pyplot as plt\n",
    "from matplotlib import cm\n",
    "import seaborn as sns\n",
    "import pandas as pd\n",
    "import numpy as np\n",
    "from sklearn.metrics.cluster import normalized_mutual_info_score\n",
    "from sklearn.metrics.cluster import adjusted_rand_score"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 162,
   "metadata": {},
   "outputs": [],
   "source": [
    "G = nx.karate_club_graph()\n",
    "\n",
    "pos = nx.spring_layout(G)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 522,
   "metadata": {},
   "outputs": [],
   "source": [
    "def draw_communities(G, membership, pos):\n",
    "    \"\"\"Draws the nodes to a plot with assigned colors for each individual cluster\n",
    "    Parameters\n",
    "    ----------\n",
    "    G : networkx graph\n",
    "    membership : list\n",
    "        A list where the position is the student and the value at the position is the student club membership.\n",
    "        E.g. `print(membership[8]) --> 1` means that student #8 is a member of club 1.\n",
    "    pos : positioning as a networkx spring layout\n",
    "        E.g. nx.spring_layout(G)\n",
    "    \"\"\" \n",
    "    fig, ax = plt.subplots(figsize=(16,9))\n",
    "    \n",
    "    # Convert membership list to a dict where key=club, value=list of students in club\n",
    "    club_dict = defaultdict(list)\n",
    "    for student, club in enumerate(membership):\n",
    "        club_dict[club].append(student)\n",
    "    \n",
    "    # Normalize number of clubs for choosing a color\n",
    "    norm = colors.Normalize(vmin=0, vmax=len(club_dict.keys()))\n",
    "    \n",
    "    for club, members in club_dict.items():\n",
    "        nx.draw_networkx_nodes(G, pos,\n",
    "                               nodelist=members,\n",
    "                               node_color=cm.jet(norm(club)),\n",
    "                               node_size=500,\n",
    "                               alpha=0.8,\n",
    "                               ax=ax)\n",
    "\n",
    "    # Draw edges (social connections) and show final plot\n",
    "    plt.title(\"Zachary's Karate Club\")\n",
    "    nx.draw_networkx_edges(G, pos, alpha=0.5, ax=ax)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 523,
   "metadata": {},
   "outputs": [],
   "source": [
    "# True labels of the group each student (node) unded up in. Found via the original paper\n",
    "y_true = [0, 0, 0, 0, 0, 0, 0, 0, 1, 1, 0, 0, 0, 0, 1, 1, 0, 0, 1, 0, 1, 0, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1]"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 524,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<matplotlib.figure.Figure at 0x1b955da5438>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "draw_communities(G, y_true, pos)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 436,
   "metadata": {},
   "outputs": [],
   "source": [
    "def graph_to_edge_matrix(G):\n",
    "    \"\"\"Convert a networkx graph into an edge matrix.\n",
    "    See https://www.wikiwand.com/en/Incidence_matrix for a good explaination on edge matrices\n",
    "   \n",
    "    Parameters\n",
    "    ----------\n",
    "    G : networkx graph\n",
    "    \"\"\"\n",
    "    # Initialize edge matrix with zeros\n",
    "    edge_mat = np.zeros((len(G), len(G)), dtype=int)\n",
    "\n",
    "    # Loop to set 0 or 1 (diagonal elements are set to 1)\n",
    "    for node in G:\n",
    "        for neighbor in G.neighbors(node):\n",
    "            edge_mat[node][neighbor] = 1\n",
    "        edge_mat[node][node] = 1\n",
    "\n",
    "    return edge_mat"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 437,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "array([[1, 1, 1, ..., 1, 0, 0],\n",
       "       [1, 1, 1, ..., 0, 0, 0],\n",
       "       [1, 1, 1, ..., 0, 1, 0],\n",
       "       ..., \n",
       "       [1, 0, 0, ..., 1, 1, 1],\n",
       "       [0, 0, 1, ..., 1, 1, 1],\n",
       "       [0, 0, 0, ..., 1, 1, 1]])"
      ]
     },
     "execution_count": 437,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "edge_mat = graph_to_edge_matrix(G)\n",
    "edge_mat"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 438,
   "metadata": {},
   "outputs": [],
   "source": [
    "k_clusters = 2\n",
    "results = []\n",
    "algorithms = {}\n",
    "\n",
    "algorithms['kmeans'] = cluster.KMeans(n_clusters=k_clusters, n_init=200)\n",
    "\n",
    "algorithms['agglom'] = cluster.AgglomerativeClustering(n_clusters=k_clusters, linkage=\"ward\")\n",
    "\n",
    "algorithms['spectral'] = cluster.SpectralClustering(n_clusters=k_clusters, affinity=\"precomputed\", n_init=200)\n",
    "\n",
    "algorithms['affinity'] = cluster.AffinityPropagation(damping=0.6)\n",
    "\n",
    "for model in algorithms.values():\n",
    "    model.fit(edge_mat)\n",
    "    results.append(list(model.labels_))"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 439,
   "metadata": {},
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "8\n"
     ]
    }
   ],
   "source": [
    "# Check to see how many cluster the affinity propagation algo thinks there is\n",
    "cluster_centers_indices = algorithms['affinity'].cluster_centers_indices_\n",
    "n_clusters_ = len(cluster_centers_indices)\n",
    "print(n_clusters_)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 440,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "array([0, 2, 2, 2, 1, 1, 1, 2, 4, 3, 1, 1, 2, 2, 4, 4, 1, 2, 4, 4, 4, 2, 4,\n",
       "       6, 5, 5, 6, 3, 3, 6, 4, 5, 7, 7], dtype=int64)"
      ]
     },
     "execution_count": 440,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "# The resulting clubs\n",
    "algorithms['affinity'].labels_"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 525,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<matplotlib.figure.Figure at 0x1b955dde9e8>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "draw_communities(G, algorithms['affinity'].labels_, pos)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 261,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "array([0, 0, 0, 0, 0, 0, 0, 0, 1, 1, 0, 0, 0, 0, 1, 1, 0, 0, 1, 0, 1, 0, 1,\n",
       "       1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1])"
      ]
     },
     "execution_count": 261,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "algorithms['kmeans'].labels_"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 262,
   "metadata": {},
   "outputs": [],
   "source": [
    "nmi_results = []\n",
    "ars_results = []\n",
    "\n",
    "y_true_val = list(y_true.values()\n",
    "\n",
    "# Append the results into lists\n",
    "for y_pred in results:\n",
    "    nmi_results.append(normalized_mutual_info_score(y_true_val, y_pred))\n",
    "    ars_results.append(adjusted_rand_score(y_true_val, y_pred))"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 309,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<matplotlib.figure.Figure at 0x1b9538a57b8>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "fig, (ax1, ax2, ax3) = plt.subplots(1, 3, sharey=True, figsize=(16, 5))\n",
    "\n",
    "x = np.arange(len(y))\n",
    "avg = [sum(x) / 2 for x in zip(nmi_results, ars_results)]\n",
    "\n",
    "xlabels = list(algorithms.keys())\n",
    "\n",
    "sns.barplot(x, nmi_results, palette='Blues', ax=ax1)\n",
    "sns.barplot(x, ars_results, palette='Reds', ax=ax2)\n",
    "sns.barplot(x, avg, palette='Greens', ax=ax3)\n",
    "\n",
    "ax1.set_ylabel('NMI Score')\n",
    "ax2.set_ylabel('ARS Score')\n",
    "ax3.set_ylabel('Average Score')\n",
    "\n",
    "# # Add the xlabels to the chart\n",
    "ax1.set_xticklabels(xlabels)\n",
    "ax2.set_xticklabels(xlabels)\n",
    "ax3.set_xticklabels(xlabels)\n",
    "\n",
    "# Add the actual value on top of each bar\n",
    "for i, v in enumerate(zip(nmi_results, ars_results, avg)):\n",
    "    ax1.text(i - 0.1, v[0] + 0.01, str(round(v[0], 2)))\n",
    "    ax2.text(i - 0.1, v[1] + 0.01, str(round(v[1], 2)))\n",
    "    ax3.text(i - 0.1, v[2] + 0.01, str(round(v[2], 2)))\n",
    "\n",
    "# Show the final plot\n",
    "plt.show()"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 353,
   "metadata": {},
   "outputs": [],
   "source": [
    "def draw_true_vs_pred(G, y_true, y_pred, pos, algo_name, ax):\n",
    "    \n",
    "    for student, club in y_true.items():\n",
    "        if y_pred is not None:\n",
    "            if club == y_pred[student]:\n",
    "                node_color = [0, 1, 0]\n",
    "                node_shape = 'o'\n",
    "            else:\n",
    "                node_color = [0, 0, 0]\n",
    "                node_shape = 'X'\n",
    "                \n",
    "        nx.draw_networkx_nodes(G, pos,\n",
    "                               nodelist=[student],\n",
    "                               node_color=node_color,\n",
    "                               node_size=250,\n",
    "                               alpha=0.7,\n",
    "                               ax=ax,\n",
    "                               node_shape=node_shape)\n",
    "    \n",
    "    # Draw edges and show final plot\n",
    "    ax.set_title(algo_name)\n",
    "    nx.draw_networkx_edges(G, pos, alpha=0.5, ax=ax)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 354,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<matplotlib.figure.Figure at 0x1b954329ac8>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "fig, ((ax1, ax2), (ax3, ax4)) = plt.subplots(2, 2, sharex=True, sharey=True, figsize=(10, 10))\n",
    "\n",
    "for algo_name, ax in zip(algorithms.keys(), [ax1, ax2, ax3, ax4]):\n",
    "    draw_true_vs_pred(G, y_true, algorithms[algo_name].labels_, pos, algo_name, ax)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": null,
   "metadata": {},
   "outputs": [],
   "source": []
  }
 ],
 "metadata": {
  "kernelspec": {
   "display_name": "Python 3",
   "language": "python",
   "name": "python3"
  },
  "language_info": {
   "codemirror_mode": {
    "name": "ipython",
    "version": 3
   },
   "file_extension": ".py",
   "mimetype": "text/x-python",
   "name": "python",
   "nbconvert_exporter": "python",
   "pygments_lexer": "ipython3",
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